Make LVLMs Focus: Context-Aware Attention Modulation for Better Multimodal In-Context Learning

Yanshu Li, Jianjiang Yang, Ziteng Yang, Bozheng Li, Ligong Han, Hongyang He, Zhengtao Yao, Yingjie Victor Chen, Songlin Fei, Dongfang Liu, Ruixiang Tang. Make LVLMs Focus: Context-Aware Attention Modulation for Better Multimodal In-Context Learning. In Sven Koenig, Chad Jenkins, Matthew E. Taylor, editors, Fortieth AAAI Conference on Artificial Intelligence, Thirty-Eighth Conference on Innovative Applications of Artificial Intelligence, Sixteenth Symposium on Educational Advances in Artificial Intelligence, AAAI 2026, Singapore, January 20-27, 2026. pages 6610-6618, AAAI Press, 2026. [doi]

Abstract

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